{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import string\n",
    "import math"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "tbpath = \"../../fits/\"\n",
    "productpath = \"../../postfit_derivatives/\"\n",
    "models = [\"fulllinearmodel_fit_table.csv\",\"reducedlinearmodelNegBinom_fit_table.csv\",\n",
    "          \"reducedlinearmodelq0_fit_table.csv\",\"reducedlinearmodelq0ctime_fit_table.csv\",\n",
    "         \"nonlinearmodelq0ctime_fit_table.csv\",\"nonlinearmodel_fit_table.csv\"]\n",
    "\n",
    "\n",
    "# model_hash = {}\n",
    "# k = -1\n",
    "# for model in models:\n",
    "#     k += 1\n",
    "#     model_hash[model] = string.ascii_uppercase[k]\n",
    "\n",
    "# df = pd.DataFrame.from_dict(model_hash, orient='index')\n",
    "# df.to_csv('../postmodel_derivatives/model_hash.csv', header=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "rois = []\n",
    "df = pd.read_csv(tbpath + \"fit_table_reweighted.csv\") #get rois in all tables (some may have failed)\n",
    "rois += list(df.roi.unique())\n",
    "\n",
    "    \n",
    "rois = list(set(rois))\n",
    "\n",
    "#get inferred\n",
    "theta = df.columns[2:] \n",
    "ntheta = len(theta)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#get rois\n",
    "\n",
    "roi_us = np.sort([i for i in rois if i[:2]=='US'])[::-1]\n",
    "roi_other = np.sort([i for i in rois if i[:2]!='US'])[::-1]\n",
    "rois = list(roi_us) + list(roi_other)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AA_Global\n",
      "\n",
      "1.492263687835024\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x2160 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "font = {'family' : 'sans-serif',\n",
    "        'weight' : 'normal',\n",
    "        'size'   : 10}\n",
    "\n",
    "matplotlib.rc('font', **font)\n",
    "\n",
    "def simpleaxis(ax):\n",
    "    ax.spines['top'].set_visible(False)\n",
    "    ax.spines['bottom'].set_visible(False)\n",
    "    ax.spines['right'].set_visible(False)\n",
    "    ax.spines['left'].set_visible(False)\n",
    "    return\n",
    "             \n",
    "fs=24\n",
    "\n",
    "theta_ = [\"extra_std\"]\n",
    "label_ = ['Extra Variability']\n",
    "xticks_ = [[0,5]]\n",
    "# xlim_ = [[0,5,10],[0,1,2],[0,0.5,1],[0,2,5]]\n",
    "\n",
    "def histrois(theta):\n",
    "    x = []\n",
    "    dfrank = pd.DataFrame(columns = ['roi','sd'])\n",
    "    k = -1\n",
    "    for roi in rois:\n",
    "        try:\n",
    "            x2 = df.loc[(df.roi==roi)&(df['quantile']=='0.5'), theta].values[0]\n",
    "            if np.isfinite(x2):\n",
    "                x.append(x2)\n",
    "                k += 1\n",
    "                dfrank.loc[k] = [roi,x2]\n",
    "        except:\n",
    "            print(roi)\n",
    "            print()\n",
    "#     mu = np.median(x)\n",
    "#     print(mu)\n",
    "#     f = sns.distplot(x,hist=True,kde=False,ax=ax,color=histcolor)\n",
    "#     simpleaxis(ax)\n",
    "#     ax.set_title(label,fontsize=fs)\n",
    "#     ax.axvline(mu)\n",
    "#     ax.text(mu,20,str(np.round(mu,3)))\n",
    "#     ax.get_yaxis().set_visible(False)\n",
    "#     ax.set_xticks(xticks)\n",
    "#     ax.set_xlim((min(xticks),max(xticks)))\n",
    "    return dfrank\n",
    "    \n",
    "f,ax = plt.subplots(1,1,figsize=(20,30))\n",
    "c_ = sns.color_palette(\"GnBu_d\")\n",
    "\n",
    "dfrank = histrois(theta_[0])\n",
    "plt.subplots_adjust(wspace=0.5)\n",
    "\n",
    "dfrank = dfrank.sort_values('sd')\n",
    "\n",
    "sns.barplot(x=\"sd\", y=\"roi\",palette=\"BuGn_r\", data=dfrank[:],ax=ax)\n",
    "\n",
    "mu = np.median(dfrank['sd'].values[:])\n",
    "ax.axvline(mu)\n",
    "print(mu)\n",
    "ax.set_ylabel('')\n",
    "ax.set_xlabel('Extra Variability')\n",
    "plt.subplots_adjust(top=1,bottom=0.1)\n",
    "# print(dfrank.loc[dfrank.roi=='Russia',])\n",
    "simpleaxis(ax)\n",
    "\n",
    "plt.savefig(productpath + 'fig_overdispersion.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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